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      "source": [
        "# **Backtesting Momentum Trading Strategies using OpenBB**\n",
        "\n",
        "This notebook demonstrates how to perform backtesting of a momentum trading strategy using historical stock price data from OpenBB. A momentum trading strategy involves buying or selling assets based on recent price movements. In this notebook, we will:\n",
        "- Fetch Historical Stock Data using OpenBB.\n",
        "- Apply a Momentum Strategy based on moving averages.\n",
        "- Simulate Trades to backtest the strategy.\n",
        "- Analyze Performance by comparing the strategy’s returns to a buy-and-hold strategy.\n",
        "\n",
        "The goal of the analysis is to test the effectiveness of a momentum-based trading strategy over time and to see how it performs in comparison to a simple buy-and-hold approach.\n",
        "\n",
        "Author:<br>\n",
        "[Sanchit Mahajan](https://github.com/SanchitMahajan236)\n",
        "\n",
        "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1FCMR2oFACCP-YciCcvN5qRnh1r1GypzV?usp=sharing)"
      ],
      "metadata": {
        "id": "K_fd_9baXaH9"
      }
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    {
      "cell_type": "code",
      "source": [
        "!pip install openbb -q"
      ],
      "metadata": {
        "id": "9SiXPtRwW_lo"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from openbb import obb"
      ],
      "metadata": {
        "id": "J7B1R7s10Bsa"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "symbols = ['AAPL', 'GOOG', 'MSFT', 'NVDA']\n",
        "start_date = '2015-01-01'\n",
        "initial_capital = 10000\n",
        "short_window = 40\n",
        "long_window = 100\n",
        "dataframes = []\n",
        "\n",
        "for symbol in symbols:\n",
        "    try:\n",
        "        data = obb.equity.price.historical(\n",
        "            symbol=symbol,\n",
        "            start_date=start_date,\n",
        "            provider=\"yfinance\"\n",
        "        ).to_df()\n",
        "        data['Symbol'] = symbol\n",
        "        dataframes.append(data)\n",
        "    except Exception as e:\n",
        "        print(f\"Failed to fetch data for {symbol}: {str(e)}\")\n",
        "\n",
        "combined_data = pd.concat(dataframes)\n",
        "combined_data = combined_data.reset_index()\n",
        "\n",
        "combined_data.head()"
      ],
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        "colab": {
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          "height": 206
        },
        "id": "MrRw8lT_zD11",
        "outputId": "c5a1b53a-d41c-4c1e-de3b-8acf9aa5c8a1"
      },
      "execution_count": 4,
      "outputs": [
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              "         date       open       high        low      close     volume  \\\n",
              "0  2015-01-02  27.847500  27.860001  26.837500  27.332500  212818400   \n",
              "1  2015-01-05  27.072500  27.162500  26.352501  26.562500  257142000   \n",
              "2  2015-01-06  26.635000  26.857500  26.157499  26.565001  263188400   \n",
              "3  2015-01-07  26.799999  27.049999  26.674999  26.937500  160423600   \n",
              "4  2015-01-08  27.307501  28.037500  27.174999  27.972500  237458000   \n",
              "\n",
              "   split_ratio  dividend Symbol  \n",
              "0          0.0       0.0   AAPL  \n",
              "1          0.0       0.0   AAPL  \n",
              "2          0.0       0.0   AAPL  \n",
              "3          0.0       0.0   AAPL  \n",
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          "metadata": {},
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    {
      "cell_type": "code",
      "source": [
        "def momentum_strategy(data, short_window, long_window):\n",
        "    data['Short MA'] = data['close'].rolling(window=short_window, min_periods=1).mean()\n",
        "    data['Long MA'] = data['close'].rolling(window=long_window, min_periods=1).mean()\n",
        "\n",
        "    data['Signal'] = 0\n",
        "    signal_values = np.where(\n",
        "        data['Short MA'][short_window:] > data['Long MA'][short_window:], 1, -1\n",
        "    )\n",
        "    data.loc[data.index[short_window:], 'Signal'] = signal_values\n",
        "    data['Position'] = data['Signal'].shift(1)\n",
        "\n",
        "    return data\n",
        "\n",
        "def backtest(data, initial_capital):\n",
        "    data['Daily Return'] = data['close'].pct_change()\n",
        "    data['Strategy Return'] = data['Position'] * data['Daily Return']\n",
        "    data['Cumulative Market Return'] = (1 + data['Daily Return']).cumprod()\n",
        "    data['Cumulative Strategy Return'] = (1 + data['Strategy Return']).cumprod()\n",
        "    data['Portfolio Value'] = initial_capital * data['Cumulative Strategy Return']\n",
        "\n",
        "    return data\n",
        "\n",
        "def visualize_backtest(data, symbol):\n",
        "    plt.figure(figsize=(12, 7))\n",
        "\n",
        "    plt.plot(data['date'], data['Cumulative Market Return'], label='Market Return (Buy & Hold)', color='blue')\n",
        "    plt.plot(data['date'], data['Cumulative Strategy Return'], label='Momentum Strategy Return', color='green')\n",
        "\n",
        "    plt.title(f'{symbol} Backtest: Momentum Strategy vs Buy & Hold', fontsize=16, fontweight='bold')\n",
        "    plt.xlabel('Date', fontsize=12)\n",
        "    plt.ylabel('Cumulative Return', fontsize=12)\n",
        "    plt.xticks(rotation=45)\n",
        "\n",
        "    plt.legend()\n",
        "    plt.show()\n",
        "\n",
        "for symbol in symbols:\n",
        "    stock_data = combined_data[combined_data['Symbol'] == symbol].copy()\n",
        "\n",
        "    stock_data = momentum_strategy(stock_data, short_window, long_window)\n",
        "    stock_data = backtest(stock_data, initial_capital)\n",
        "\n",
        "    visualize_backtest(stock_data, symbol)\n",
        "\n",
        "    final_portfolio_value = stock_data['Portfolio Value'].iloc[-1]\n",
        "    print(f\"Final portfolio value for {symbol}: ${final_portfolio_value:.2f}\")\n",
        "\n",
        "    total_market_return = stock_data['Cumulative Market Return'].iloc[-1] - 1\n",
        "    total_strategy_return = stock_data['Cumulative Strategy Return'].iloc[-1] - 1\n",
        "    print(f\"Total market return for {symbol}: {total_market_return * 100:.2f}%\")\n",
        "    print(f\"Total strategy return for {symbol}: {total_strategy_return * 100:.2f}%\")\n",
        "    print(\"=\"*40)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ioPlJc67zJuY",
        "outputId": "c759c73c-35d6-4baa-9865-f013464efc14"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Final portfolio value for AAPL: $11050.08\n",
            "Total market return for AAPL: 748.00%\n",
            "Total strategy return for AAPL: 10.50%\n",
            "========================================\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Final portfolio value for GOOG: $10204.69\n",
            "Total market return for GOOG: 537.17%\n",
            "Total strategy return for GOOG: 2.05%\n",
            "========================================\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Final portfolio value for MSFT: $19057.30\n",
            "Total market return for MSFT: 789.91%\n",
            "Total strategy return for MSFT: 90.57%\n",
            "========================================\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Final portfolio value for NVDA: $390038.95\n",
            "Total market return for NVDA: 26868.70%\n",
            "Total strategy return for NVDA: 3800.39%\n",
            "========================================\n"
          ]
        }
      ]
    }
  ]
}